{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MatPlotLib 画图\n",
    "### 2003年发布0.1版，约翰霍普金斯大学使用\n",
    "由于MatPlotLib以及很老了，会有新的程序包给它做升级\n",
    "- Seaborn\n",
    "- ggplot\n",
    "- HoloViews\n",
    "- Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入MatPlotLib\n",
    "import matplotlib as mpl #不常用\n",
    "import matplotlib.pyplot as plt #常用\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置绘图形式\n",
    "plt.style.use('classic')\n",
    "plt.style.available #列出可使用的样式\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xc3e0fb0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [1,2,3]\n",
    "b = [4,5,6]\n",
    "plt.plot(a,b,'r--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show() #显示图表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MatPlotLib 子图\n",
    "画两个平行的图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xd44af30>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,1,1) #（行，列，子图编号）\n",
    "plt.plot(a)\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 简易线形图\n",
    "1. 画函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xd4ad790>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure() #表示该图形\n",
    "ax = plt.axes() #表示坐标轴\n",
    "# 正弦曲线\n",
    "x = np.linspace(0,10,1000) # 0-10范围内1000个值\n",
    "y = np.sin(x)\n",
    "y1 = np.cos(x)\n",
    "plt.plot(x,y) #也可以使用ax.plot(x,y)\n",
    "plt.plot(x,y1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图片保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('我的图片.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 调整线条和颜色\n",
    " 线条样式 https://matplotlib.org/stable/gallery/lines_bars_and_markers/linestyles.html?highlight=linestyle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xd4ebb50>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,color='red') #颜色支持：名称，缩写颜色代码，0-1之间的灰度值，十六进制颜色，RGB元组,HTML颜色名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xd527ef0>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,linestyle='dashed') #支持线条"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xdba0030>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,'--g') #支持一块使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 坐标轴上下限\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.0, 11.0, -1.5, 1.5)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.xlim(-1,11)\n",
    "plt.ylim(-1.5,1.5)\n",
    "#如果想要逆序显示，就把大的放第一个参数\n",
    "#使用https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axis.html?highlight=axis#matplotlib.pyplot.axis\n",
    "plt.axis([-1,11,-1.5,1.5]) #传入xmin,xmax,ymin,ymax\n",
    "#axis能够自动收紧坐标轴\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置图形标签\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.title(\"这是标题\")\n",
    "plt.xlabel(\"这是x轴说明\")\n",
    "plt.ylabel(\"这是y轴说明\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(x,y,label=\"第一条\") #也可以使用ax.plot(x,y)\n",
    "plt.plot(x,y1,label=\"第二条\") #也可以使用ax.plot(x,y)\n",
    "plt.legend() #显示图例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pandas与MatPlotLib绘图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('年度数据.csv',index_col=0,encoding='gb2312')\n",
    "data = df.T[['居民人均消费支出(元)','居民人均食品烟酒支出(元)']]\n",
    "data = data.reindex(pd.Series(['2012年','2013年','2014年','2015年','2016年','2017年','2018年','2019年','2020年','2021年']))\n",
    "print(data)\n",
    "plt.plot(data['居民人均消费支出(元)'],label=\"人均消费\")\n",
    "plt.plot(data['居民人均食品烟酒支出(元)'],label=\"人均烟酒\")\n",
    "plt.title('人均支出')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
